Keying set failed to insert any keyframes
See screenshot: The solution was to remove the keying set at the bottom and when selecting the camera, to remove the 2 keying sets that were there.

I however have no idea how this was enabled, and at this point of time I also don't know the goal of this keying. 

After removal, the I key worked again.